Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 6795 |
| Missing cells | 2876 |
| Missing cells (%) | 2.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.0 MiB |
| Average record size in memory | 160.0 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 14 |
age is highly overall correlated with gh | High correlation |
wt is highly overall correlated with bmi and 4 other fields | High correlation |
ht is highly overall correlated with leg and 2 other fields | High correlation |
bmi is highly overall correlated with wt and 4 other fields | High correlation |
leg is highly overall correlated with ht and 1 other fields | High correlation |
arml is highly overall correlated with wt and 3 other fields | High correlation |
armc is highly overall correlated with wt and 3 other fields | High correlation |
waist is highly overall correlated with wt and 3 other fields | High correlation |
tri is highly overall correlated with bmi and 2 other fields | High correlation |
sub is highly overall correlated with wt and 4 other fields | High correlation |
gh is highly overall correlated with age and 3 other fields | High correlation |
sex is highly overall correlated with ht and 2 other fields | High correlation |
tx is highly overall correlated with gh and 2 other fields | High correlation |
dx is highly overall correlated with gh and 2 other fields | High correlation |
has_diabetes is highly overall correlated with gh and 2 other fields | High correlation |
tx is highly imbalanced (55.7%) | Imbalance |
has_diabetes is highly imbalanced (55.6%) | Imbalance |
income has 320 (4.7%) missing values | Missing |
leg has 231 (3.4%) missing values | Missing |
arml has 179 (2.6%) missing values | Missing |
armc has 188 (2.8%) missing values | Missing |
waist has 239 (3.5%) missing values | Missing |
tri has 481 (7.1%) missing values | Missing |
sub has 971 (14.3%) missing values | Missing |
albumin has 89 (1.3%) missing values | Missing |
bun has 89 (1.3%) missing values | Missing |
SCr has 89 (1.3%) missing values | Missing |
Reproduction
| Analysis started | 2024-05-19 05:00:09.760381 |
|---|---|
| Analysis finished | 2024-05-19 05:00:35.088591 |
| Duration | 25.33 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
sex
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.2 KiB |
| female | |
|---|---|
| male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0075055 |
| Min length | 4 |
Characters and Unicode
| Total characters | 34026 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | male |
| 3rd row | female |
| 4th row | male |
| 5th row | female |
Common Values
| Value | Count | Frequency (%) |
| female | 3423 | |
| male | 3372 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 3423 | |
| male | 3372 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10218 | |
| m | 6795 | |
| a | 6795 | |
| l | 6795 | |
| f | 3423 | 10.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34026 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 10218 | |
| m | 6795 | |
| a | 6795 | |
| l | 6795 | |
| f | 3423 | 10.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34026 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 10218 | |
| m | 6795 | |
| a | 6795 | |
| l | 6795 | |
| f | 3423 | 10.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 34026 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 10218 | |
| m | 6795 | |
| a | 6795 | |
| l | 6795 | |
| f | 3423 | 10.1% |
age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 813 |
|---|---|
| Distinct (%) | 12.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.2857 |
| Minimum | 12 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 14.333333 |
| Q1 | 25.666667 |
| median | 43.75 |
| Q3 | 61.333333 |
| 95-th percentile | 80 |
| Maximum | 80 |
| Range | 68 |
| Interquartile range (IQR) | 35.666667 |
Descriptive statistics
| Standard deviation | 20.594593 |
|---|---|
| Coefficient of variation (CV) | 0.46503934 |
| Kurtosis | -1.1732763 |
| Mean | 44.2857 |
| Median Absolute Deviation (MAD) | 17.75 |
| Skewness | 0.13173059 |
| Sum | 300921.33 |
| Variance | 424.13725 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 80 | 364 | 5.4% |
| 17.08333333 | 23 | 0.3% |
| 17.66666667 | 20 | 0.3% |
| 14.08333333 | 19 | 0.3% |
| 16.5 | 19 | 0.3% |
| 19.5 | 19 | 0.3% |
| 14.16666667 | 18 | 0.3% |
| 17.83333333 | 18 | 0.3% |
| 16.16666667 | 18 | 0.3% |
| 14 | 18 | 0.3% |
| Other values (803) | 6259 |
| Value | Count | Frequency (%) |
| 12 | 6 | 0.1% |
| 12.08333333 | 10 | |
| 12.16666667 | 10 | |
| 12.25 | 7 | |
| 12.33333333 | 16 | |
| 12.41666667 | 9 | |
| 12.5 | 15 | |
| 12.58333333 | 15 | |
| 12.66666667 | 15 | |
| 12.75 | 10 |
| Value | Count | Frequency (%) |
| 80 | 364 | |
| 79.91666667 | 1 | < 0.1% |
| 79.83333333 | 3 | < 0.1% |
| 79.75 | 2 | < 0.1% |
| 79.66666667 | 6 | 0.1% |
| 79.58333333 | 1 | < 0.1% |
| 79.5 | 3 | < 0.1% |
| 79.41666667 | 4 | 0.1% |
| 79.33333333 | 3 | < 0.1% |
| 79.25 | 2 | < 0.1% |
re
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.2 KiB |
| Non-Hispanic White | |
|---|---|
| Mexican American | |
| Non-Hispanic Black | |
| Other Hispanic | |
| Other Race Including Multi-Racial |
Length
| Max length | 33 |
|---|---|
| Median length | 18 |
| Mean length | 18.04106 |
| Min length | 14 |
Characters and Unicode
| Total characters | 122589 |
|---|---|
| Distinct characters | 29 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Non-Hispanic White |
|---|---|
| 2nd row | Non-Hispanic Black |
| 3rd row | Non-Hispanic Black |
| 4th row | Mexican American |
| 5th row | Non-Hispanic White |
Common Values
| Value | Count | Frequency (%) |
| Non-Hispanic White | 3117 | |
| Mexican American | 1366 | |
| Non-Hispanic Black | 1217 | 17.9% |
| Other Hispanic | 706 | 10.4% |
| Other Race Including Multi-Racial | 389 | 5.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| non-hispanic | 4334 | |
| white | 3117 | |
| mexican | 1366 | 9.5% |
| american | 1366 | 9.5% |
| black | 1217 | 8.5% |
| other | 1095 | 7.6% |
| hispanic | 706 | 4.9% |
| race | 389 | 2.7% |
| including | 389 | 2.7% |
| multi-racial | 389 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 17096 | |
| n | 12884 | 10.5% |
| a | 10156 | 8.3% |
| c | 10156 | 8.3% |
| 7573 | 6.2% | |
| e | 7333 | 6.0% |
| H | 5040 | 4.1% |
| s | 5040 | 4.1% |
| p | 5040 | 4.1% |
| - | 4723 | 3.9% |
| Other values (19) | 37548 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 91202 | |
| Uppercase Letter | 19091 | 15.6% |
| Space Separator | 7573 | 6.2% |
| Dash Punctuation | 4723 | 3.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 17096 | |
| n | 12884 | |
| a | 10156 | |
| c | 10156 | |
| e | 7333 | |
| s | 5040 | 5.5% |
| p | 5040 | 5.5% |
| t | 4601 | 5.0% |
| o | 4334 | 4.8% |
| h | 4212 | 4.6% |
| Other values (8) | 10350 |
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 5040 | |
| N | 4334 | |
| W | 3117 | |
| M | 1755 | 9.2% |
| A | 1366 | 7.2% |
| B | 1217 | 6.4% |
| O | 1095 | 5.7% |
| R | 778 | 4.1% |
| I | 389 | 2.0% |
Space Separator
| Value | Count | Frequency (%) |
| 7573 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4723 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 110293 | |
| Common | 12296 | 10.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 17096 | |
| n | 12884 | |
| a | 10156 | 9.2% |
| c | 10156 | 9.2% |
| e | 7333 | 6.6% |
| H | 5040 | 4.6% |
| s | 5040 | 4.6% |
| p | 5040 | 4.6% |
| t | 4601 | 4.2% |
| o | 4334 | 3.9% |
| Other values (17) | 28613 |
Common
| Value | Count | Frequency (%) |
| 7573 | ||
| - | 4723 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 122589 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 17096 | |
| n | 12884 | 10.5% |
| a | 10156 | 8.3% |
| c | 10156 | 8.3% |
| 7573 | 6.2% | |
| e | 7333 | 6.0% |
| H | 5040 | 4.1% |
| s | 5040 | 4.1% |
| p | 5040 | 4.1% |
| - | 4723 | 3.9% |
| Other values (19) | 37548 |
income
Categorical
MISSING
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 320 |
| Missing (%) | 4.7% |
| Memory size | 53.2 KiB |
| >= 100000 | |
|---|---|
| [25000,35000) | |
| [35000,45000) | |
| [75000,100000) | |
| [20000,25000) | |
| Other values (9) |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 12.030734 |
| Min length | 7 |
Characters and Unicode
| Total characters | 77899 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 6 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | [25000,35000) |
|---|---|
| 2nd row | [45000,55000) |
| 3rd row | [10000,15000) |
| 4th row | [25000,35000) |
| 5th row | [35000,45000) |
Common Values
| Value | Count | Frequency (%) |
| >= 100000 | 877 | |
| [25000,35000) | 845 | |
| [35000,45000) | 610 | |
| [75000,100000) | 564 | |
| [20000,25000) | 563 | |
| [10000,15000) | 531 | |
| [45000,55000) | 522 | |
| [15000,20000) | 456 | |
| [55000,65000) | 376 | |
| [5000,10000) | 315 | 4.6% |
| Other values (4) | 816 | |
| (Missing) | 320 | 4.7% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1184 | ||
| 100000 | 877 | |
| 25000,35000 | 845 | |
| 35000,45000 | 610 | |
| 75000,100000 | 564 | |
| 20000,25000 | 563 | |
| 10000,15000 | 531 | |
| 45000,55000 | 522 | |
| 15000,20000 | 456 | 6.0% |
| 55000,65000 | 376 | 4.9% |
| Other values (4) | 1131 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 39882 | |
| 5 | 8816 | 11.3% |
| [ | 5291 | 6.8% |
| , | 5291 | 6.8% |
| ) | 5291 | 6.8% |
| 1 | 3274 | 4.2% |
| 2 | 2734 | 3.5% |
| 3 | 1455 | 1.9% |
| 1184 | 1.5% | |
| 4 | 1132 | 1.5% |
| Other values (5) | 3549 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58781 | |
| Open Punctuation | 5291 | 6.8% |
| Other Punctuation | 5291 | 6.8% |
| Close Punctuation | 5291 | 6.8% |
| Math Symbol | 2061 | 2.6% |
| Space Separator | 1184 | 1.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 39882 | |
| 5 | 8816 | 15.0% |
| 1 | 3274 | 5.6% |
| 2 | 2734 | 4.7% |
| 3 | 1455 | 2.5% |
| 4 | 1132 | 1.9% |
| 7 | 838 | 1.4% |
| 6 | 650 | 1.1% |
Math Symbol
| Value | Count | Frequency (%) |
| > | 1109 | |
| = | 877 | |
| < | 75 | 3.6% |
Open Punctuation
| Value | Count | Frequency (%) |
| [ | 5291 |
Other Punctuation
| Value | Count | Frequency (%) |
| , | 5291 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 5291 |
Space Separator
| Value | Count | Frequency (%) |
| 1184 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 77899 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 39882 | |
| 5 | 8816 | 11.3% |
| [ | 5291 | 6.8% |
| , | 5291 | 6.8% |
| ) | 5291 | 6.8% |
| 1 | 3274 | 4.2% |
| 2 | 2734 | 3.5% |
| 3 | 1455 | 1.9% |
| 1184 | 1.5% | |
| 4 | 1132 | 1.5% |
| Other values (5) | 3549 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77899 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 39882 | |
| 5 | 8816 | 11.3% |
| [ | 5291 | 6.8% |
| , | 5291 | 6.8% |
| ) | 5291 | 6.8% |
| 1 | 3274 | 4.2% |
| 2 | 2734 | 3.5% |
| 3 | 1455 | 1.9% |
| 1184 | 1.5% | |
| 4 | 1132 | 1.5% |
| Other values (5) | 3549 | 4.6% |
tx
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6795 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6795 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6795 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6171 | |
| 1 | 624 | 9.2% |
dx
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6795 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6795 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6795 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5881 | |
| 1 | 914 | 13.5% |
wt
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1022 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.370625 |
| Minimum | 28 |
|---|---|
| Maximum | 239.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 28 |
|---|---|
| 5-th percentile | 49.97 |
| Q1 | 64 |
| median | 76.3 |
| Q3 | 91.1 |
| 95-th percentile | 119 |
| Maximum | 239.4 |
| Range | 211.4 |
| Interquartile range (IQR) | 27.1 |
Descriptive statistics
| Standard deviation | 21.930903 |
|---|---|
| Coefficient of variation (CV) | 0.27631007 |
| Kurtosis | 2.7069423 |
| Mean | 79.370625 |
| Median Absolute Deviation (MAD) | 13.3 |
| Skewness | 1.1008427 |
| Sum | 539323.4 |
| Variance | 480.96452 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 78.1 | 22 | 0.3% |
| 61.2 | 21 | 0.3% |
| 70.3 | 21 | 0.3% |
| 65.7 | 20 | 0.3% |
| 66.6 | 20 | 0.3% |
| 70.8 | 20 | 0.3% |
| 77.7 | 20 | 0.3% |
| 69.8 | 20 | 0.3% |
| 74.9 | 20 | 0.3% |
| 62.6 | 19 | 0.3% |
| Other values (1012) | 6592 |
| Value | Count | Frequency (%) |
| 28 | 1 | |
| 29.1 | 1 | |
| 30 | 1 | |
| 32.2 | 1 | |
| 33 | 1 | |
| 33.2 | 1 | |
| 33.9 | 2 | |
| 34.5 | 1 | |
| 34.6 | 1 | |
| 34.8 | 1 |
| Value | Count | Frequency (%) |
| 239.4 | 1 | |
| 230.7 | 1 | |
| 223 | 1 | |
| 203 | 1 | |
| 201 | 1 | |
| 196.6 | 1 | |
| 195.3 | 1 | |
| 188.9 | 1 | |
| 186.9 | 1 | |
| 184.7 | 1 |
ht
Real number (ℝ)
HIGH CORRELATION
| Distinct | 532 |
|---|---|
| Distinct (%) | 7.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167.04296 |
| Minimum | 123.3 |
|---|---|
| Maximum | 202.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 123.3 |
|---|---|
| 5-th percentile | 150.8 |
| Q1 | 159.6 |
| median | 166.6 |
| Q3 | 174.5 |
| 95-th percentile | 184.2 |
| Maximum | 202.7 |
| Range | 79.4 |
| Interquartile range (IQR) | 14.9 |
Descriptive statistics
| Standard deviation | 10.264984 |
|---|---|
| Coefficient of variation (CV) | 0.06145116 |
| Kurtosis | -0.3492805 |
| Mean | 167.04296 |
| Median Absolute Deviation (MAD) | 7.4 |
| Skewness | 0.10555254 |
| Sum | 1135056.9 |
| Variance | 105.36989 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 169.6 | 41 | 0.6% |
| 162.8 | 38 | 0.6% |
| 161 | 35 | 0.5% |
| 161.2 | 34 | 0.5% |
| 168.3 | 34 | 0.5% |
| 175 | 33 | 0.5% |
| 163.7 | 33 | 0.5% |
| 166.5 | 32 | 0.5% |
| 165.8 | 31 | 0.5% |
| 163.4 | 31 | 0.5% |
| Other values (522) | 6453 |
| Value | Count | Frequency (%) |
| 123.3 | 1 | |
| 135.4 | 1 | |
| 135.7 | 1 | |
| 137.5 | 1 | |
| 138.9 | 1 | |
| 139.4 | 1 | |
| 139.8 | 2 | |
| 139.9 | 1 | |
| 140 | 1 | |
| 140.3 | 1 |
| Value | Count | Frequency (%) |
| 202.7 | 1 | |
| 201.7 | 1 | |
| 199.6 | 1 | |
| 199.3 | 1 | |
| 199.2 | 1 | |
| 198.2 | 1 | |
| 197.5 | 1 | |
| 197.4 | 1 | |
| 196.6 | 1 | |
| 195.9 | 1 |
bmi
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2389 |
|---|---|
| Distinct (%) | 35.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 28.321741 |
| Minimum | 13.18 |
|---|---|
| Maximum | 84.87 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 13.18 |
|---|---|
| 5-th percentile | 19.15 |
| Q1 | 23.43 |
| median | 27.29 |
| Q3 | 31.88 |
| 95-th percentile | 41 |
| Maximum | 84.87 |
| Range | 71.69 |
| Interquartile range (IQR) | 8.45 |
Descriptive statistics
| Standard deviation | 6.9501104 |
|---|---|
| Coefficient of variation (CV) | 0.24539842 |
| Kurtosis | 3.4233109 |
| Mean | 28.321741 |
| Median Absolute Deviation (MAD) | 4.16 |
| Skewness | 1.230485 |
| Sum | 192446.23 |
| Variance | 48.304035 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 30.08 | 12 | 0.2% |
| 23.81 | 11 | 0.2% |
| 26.31 | 11 | 0.2% |
| 28.67 | 11 | 0.2% |
| 23.3 | 10 | 0.1% |
| 25.36 | 10 | 0.1% |
| 24.12 | 10 | 0.1% |
| 27.2 | 10 | 0.1% |
| 31.64 | 10 | 0.1% |
| 28.47 | 10 | 0.1% |
| Other values (2379) | 6690 |
| Value | Count | Frequency (%) |
| 13.18 | 1 | |
| 13.3 | 1 | |
| 14.39 | 1 | |
| 14.55 | 1 | |
| 14.59 | 1 | |
| 14.75 | 1 | |
| 14.88 | 1 | |
| 14.97 | 1 | |
| 15.02 | 1 | |
| 15.17 | 1 |
| Value | Count | Frequency (%) |
| 84.87 | 1 | |
| 81.25 | 1 | |
| 71.3 | 1 | |
| 68.63 | 1 | |
| 67.83 | 1 | |
| 67.71 | 1 | |
| 66.96 | 1 | |
| 66.32 | 1 | |
| 65.62 | 1 | |
| 65.19 | 1 |
leg
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 232 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 231 |
| Missing (%) | 3.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.409324 |
| Minimum | 20.4 |
|---|---|
| Maximum | 50.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 20.4 |
|---|---|
| 5-th percentile | 31.915 |
| Q1 | 36 |
| median | 38.4 |
| Q3 | 41 |
| 95-th percentile | 44.7 |
| Maximum | 50.6 |
| Range | 30.2 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.8769019 |
|---|---|
| Coefficient of variation (CV) | 0.10093648 |
| Kurtosis | 0.097356444 |
| Mean | 38.409324 |
| Median Absolute Deviation (MAD) | 2.6 |
| Skewness | -0.12069037 |
| Sum | 252118.8 |
| Variance | 15.030369 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 37 | 136 | 2.0% |
| 38 | 135 | 2.0% |
| 40 | 133 | 2.0% |
| 42 | 121 | 1.8% |
| 39 | 121 | 1.8% |
| 41 | 103 | 1.5% |
| 37.5 | 100 | 1.5% |
| 36 | 89 | 1.3% |
| 38.5 | 85 | 1.3% |
| 37.2 | 84 | 1.2% |
| Other values (222) | 5457 | |
| (Missing) | 231 | 3.4% |
| Value | Count | Frequency (%) |
| 20.4 | 1 | < 0.1% |
| 24 | 1 | < 0.1% |
| 24.9 | 3 | |
| 25 | 2 | < 0.1% |
| 25.1 | 1 | < 0.1% |
| 25.7 | 1 | < 0.1% |
| 25.8 | 1 | < 0.1% |
| 26.4 | 1 | < 0.1% |
| 26.5 | 5 | |
| 26.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 50.6 | 1 | < 0.1% |
| 50.5 | 1 | < 0.1% |
| 50.3 | 1 | < 0.1% |
| 50.2 | 1 | < 0.1% |
| 50 | 2 | |
| 49.8 | 4 | |
| 49.5 | 1 | < 0.1% |
| 49.4 | 1 | < 0.1% |
| 49.1 | 1 | < 0.1% |
| 49 | 3 |
arml
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 166 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 179 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 36.874607 |
| Minimum | 24.8 |
|---|---|
| Maximum | 47 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 24.8 |
|---|---|
| 5-th percentile | 32.5 |
| Q1 | 35 |
| median | 36.8 |
| Q3 | 38.8 |
| 95-th percentile | 41.6 |
| Maximum | 47 |
| Range | 22.2 |
| Interquartile range (IQR) | 3.8 |
Descriptive statistics
| Standard deviation | 2.7816164 |
|---|---|
| Coefficient of variation (CV) | 0.075434469 |
| Kurtosis | -0.18539916 |
| Mean | 36.874607 |
| Median Absolute Deviation (MAD) | 1.9 |
| Skewness | 0.11635287 |
| Sum | 243962.4 |
| Variance | 7.7373899 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36 | 285 | 4.2% |
| 37 | 284 | 4.2% |
| 38 | 264 | 3.9% |
| 35 | 235 | 3.5% |
| 39 | 188 | 2.8% |
| 34 | 188 | 2.8% |
| 40 | 181 | 2.7% |
| 36.5 | 139 | 2.0% |
| 35.5 | 133 | 2.0% |
| 37.5 | 128 | 1.9% |
| Other values (156) | 4591 | |
| (Missing) | 179 | 2.6% |
| Value | Count | Frequency (%) |
| 24.8 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 27.5 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| 28.2 | 1 | < 0.1% |
| 29.1 | 1 | < 0.1% |
| 29.2 | 1 | < 0.1% |
| 29.4 | 1 | < 0.1% |
| 29.5 | 5 | |
| 29.6 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 47 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 45.6 | 2 | < 0.1% |
| 45.5 | 1 | < 0.1% |
| 45.2 | 1 | < 0.1% |
| 45.1 | 1 | < 0.1% |
| 45 | 5 | |
| 44.7 | 1 | < 0.1% |
| 44.6 | 1 | < 0.1% |
| 44.5 | 5 |
armc
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 320 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 188 |
| Missing (%) | 2.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.485152 |
| Minimum | 16.8 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 16.8 |
|---|---|
| 5-th percentile | 24.5 |
| Q1 | 28.85 |
| median | 32.1 |
| Q3 | 35.6 |
| 95-th percentile | 41.7 |
| Maximum | 61 |
| Range | 44.2 |
| Interquartile range (IQR) | 6.75 |
Descriptive statistics
| Standard deviation | 5.2976599 |
|---|---|
| Coefficient of variation (CV) | 0.16307942 |
| Kurtosis | 0.77123379 |
| Mean | 32.485152 |
| Median Absolute Deviation (MAD) | 3.4 |
| Skewness | 0.49894453 |
| Sum | 214629.4 |
| Variance | 28.0652 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32 | 104 | 1.5% |
| 33 | 87 | 1.3% |
| 29 | 85 | 1.3% |
| 30 | 83 | 1.2% |
| 34 | 80 | 1.2% |
| 28 | 79 | 1.2% |
| 31 | 77 | 1.1% |
| 31.2 | 74 | 1.1% |
| 32.5 | 70 | 1.0% |
| 29.5 | 69 | 1.0% |
| Other values (310) | 5799 | |
| (Missing) | 188 | 2.8% |
| Value | Count | Frequency (%) |
| 16.8 | 1 | |
| 17.6 | 1 | |
| 17.9 | 1 | |
| 18.5 | 1 | |
| 18.9 | 1 | |
| 19 | 1 | |
| 19.1 | 1 | |
| 19.3 | 2 | |
| 19.4 | 1 | |
| 19.5 | 1 |
| Value | Count | Frequency (%) |
| 61 | 1 | |
| 58.9 | 1 | |
| 58.5 | 1 | |
| 58.3 | 1 | |
| 56 | 1 | |
| 55.3 | 1 | |
| 54.9 | 2 | |
| 54.2 | 2 | |
| 54.1 | 1 | |
| 53.5 | 1 |
waist
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 820 |
|---|---|
| Distinct (%) | 12.5% |
| Missing | 239 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.254149 |
| Minimum | 52 |
|---|---|
| Maximum | 179 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 52 |
|---|---|
| 5-th percentile | 70.8 |
| Q1 | 83.5 |
| median | 95.3 |
| Q3 | 106.9 |
| 95-th percentile | 126.5 |
| Maximum | 179 |
| Range | 127 |
| Interquartile range (IQR) | 23.4 |
Descriptive statistics
| Standard deviation | 17.059193 |
|---|---|
| Coefficient of variation (CV) | 0.17723073 |
| Kurtosis | 0.30293041 |
| Mean | 96.254149 |
| Median Absolute Deviation (MAD) | 11.7 |
| Skewness | 0.4937178 |
| Sum | 631042.2 |
| Variance | 291.01607 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 94 | 34 | 0.5% |
| 103 | 31 | 0.5% |
| 97.5 | 30 | 0.4% |
| 96 | 30 | 0.4% |
| 92 | 29 | 0.4% |
| 108 | 29 | 0.4% |
| 87.5 | 28 | 0.4% |
| 101 | 28 | 0.4% |
| 88 | 27 | 0.4% |
| 96.2 | 27 | 0.4% |
| Other values (810) | 6263 | |
| (Missing) | 239 | 3.5% |
| Value | Count | Frequency (%) |
| 52 | 1 | |
| 54.6 | 1 | |
| 56.6 | 1 | |
| 58.1 | 1 | |
| 58.4 | 1 | |
| 58.6 | 1 | |
| 58.8 | 1 | |
| 59 | 1 | |
| 59.4 | 1 | |
| 59.6 | 1 |
| Value | Count | Frequency (%) |
| 179 | 1 | |
| 168.7 | 1 | |
| 167 | 1 | |
| 165 | 1 | |
| 163.5 | 1 | |
| 162.7 | 1 | |
| 162.2 | 1 | |
| 160.6 | 1 | |
| 160 | 1 | |
| 157.2 | 1 |
tri
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 354 |
|---|---|
| Distinct (%) | 5.6% |
| Missing | 481 |
| Missing (%) | 7.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.787726 |
| Minimum | 2.6 |
|---|---|
| Maximum | 41.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 2.6 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 12 |
| median | 17.9 |
| Q3 | 25 |
| 95-th percentile | 33.8 |
| Maximum | 41.1 |
| Range | 38.5 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 8.3193933 |
|---|---|
| Coefficient of variation (CV) | 0.44281002 |
| Kurtosis | -0.72992282 |
| Mean | 18.787726 |
| Median Absolute Deviation (MAD) | 6.5 |
| Skewness | 0.38330764 |
| Sum | 118625.7 |
| Variance | 69.212305 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 78 | 1.1% |
| 22 | 76 | 1.1% |
| 13 | 75 | 1.1% |
| 25 | 74 | 1.1% |
| 14 | 73 | 1.1% |
| 17 | 71 | 1.0% |
| 15 | 71 | 1.0% |
| 18 | 70 | 1.0% |
| 16 | 69 | 1.0% |
| 11 | 67 | 1.0% |
| Other values (344) | 5590 | |
| (Missing) | 481 | 7.1% |
| Value | Count | Frequency (%) |
| 2.6 | 1 | < 0.1% |
| 3.1 | 1 | < 0.1% |
| 3.2 | 1 | < 0.1% |
| 3.3 | 1 | < 0.1% |
| 3.4 | 1 | < 0.1% |
| 3.5 | 3 | < 0.1% |
| 3.6 | 2 | < 0.1% |
| 3.8 | 1 | < 0.1% |
| 4 | 8 | |
| 4.2 | 5 |
| Value | Count | Frequency (%) |
| 41.1 | 1 | < 0.1% |
| 40.6 | 3 | |
| 40.2 | 1 | < 0.1% |
| 40 | 4 | |
| 39.8 | 2 | < 0.1% |
| 39.6 | 3 | |
| 39.4 | 3 | |
| 39.2 | 3 | |
| 39.1 | 1 | < 0.1% |
| 39 | 7 |
sub
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 343 |
|---|---|
| Distinct (%) | 5.9% |
| Missing | 971 |
| Missing (%) | 14.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.961556 |
| Minimum | 3.8 |
|---|---|
| Maximum | 40.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 3.8 |
|---|---|
| 5-th percentile | 7.7 |
| Q1 | 13 |
| median | 19.4 |
| Q3 | 26.2 |
| 95-th percentile | 35 |
| Maximum | 40.4 |
| Range | 36.6 |
| Interquartile range (IQR) | 13.2 |
Descriptive statistics
| Standard deviation | 8.3690827 |
|---|---|
| Coefficient of variation (CV) | 0.41926005 |
| Kurtosis | -0.7758856 |
| Mean | 19.961556 |
| Median Absolute Deviation (MAD) | 6.6 |
| Skewness | 0.28352396 |
| Sum | 116256.1 |
| Variance | 70.041546 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 19 | 79 | 1.2% |
| 20 | 67 | 1.0% |
| 24 | 66 | 1.0% |
| 13 | 63 | 0.9% |
| 17 | 61 | 0.9% |
| 25 | 60 | 0.9% |
| 9 | 60 | 0.9% |
| 18 | 57 | 0.8% |
| 23 | 57 | 0.8% |
| 14 | 57 | 0.8% |
| Other values (333) | 5197 | |
| (Missing) | 971 | 14.3% |
| Value | Count | Frequency (%) |
| 3.8 | 1 | < 0.1% |
| 4 | 2 | < 0.1% |
| 4.2 | 1 | < 0.1% |
| 4.4 | 1 | < 0.1% |
| 4.5 | 1 | < 0.1% |
| 4.6 | 1 | < 0.1% |
| 4.8 | 7 | |
| 4.9 | 1 | < 0.1% |
| 5 | 5 | |
| 5.1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 40.4 | 2 | < 0.1% |
| 40.3 | 1 | < 0.1% |
| 40.2 | 2 | < 0.1% |
| 40.1 | 1 | < 0.1% |
| 40 | 10 | |
| 39.8 | 7 | |
| 39.5 | 2 | < 0.1% |
| 39.4 | 1 | < 0.1% |
| 39.2 | 11 | |
| 39 | 11 |
gh
Real number (ℝ)
HIGH CORRELATION
| Distinct | 99 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.6765857 |
| Minimum | 4 |
|---|---|
| Maximum | 16.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4.8 |
| Q1 | 5.2 |
| median | 5.5 |
| Q3 | 5.8 |
| 95-th percentile | 7.2 |
| Maximum | 16.4 |
| Range | 12.4 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.96469964 |
|---|---|
| Coefficient of variation (CV) | 0.16994364 |
| Kurtosis | 22.813849 |
| Mean | 5.6765857 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | 3.9571124 |
| Sum | 38572.4 |
| Variance | 0.93064539 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.4 | 670 | 9.9% |
| 5.5 | 621 | 9.1% |
| 5.3 | 612 | 9.0% |
| 5.2 | 596 | 8.8% |
| 5.6 | 532 | 7.8% |
| 5.7 | 454 | 6.7% |
| 5.1 | 430 | 6.3% |
| 5.8 | 387 | 5.7% |
| 5 | 327 | 4.8% |
| 5.9 | 284 | 4.2% |
| Other values (89) | 1882 |
| Value | Count | Frequency (%) |
| 4 | 3 | < 0.1% |
| 4.1 | 5 | 0.1% |
| 4.2 | 2 | < 0.1% |
| 4.3 | 13 | 0.2% |
| 4.4 | 17 | 0.3% |
| 4.5 | 34 | 0.5% |
| 4.6 | 48 | 0.7% |
| 4.7 | 86 | 1.3% |
| 4.8 | 139 | |
| 4.9 | 245 |
| Value | Count | Frequency (%) |
| 16.4 | 1 | |
| 15.5 | 1 | |
| 14.5 | 1 | |
| 14.3 | 1 | |
| 14.2 | 1 | |
| 13.9 | 1 | |
| 13.6 | 1 | |
| 13.5 | 1 | |
| 13.4 | 2 | |
| 13.2 | 1 |
albumin
Real number (ℝ)
MISSING
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 89 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.2736206 |
| Minimum | 2.5 |
|---|---|
| Maximum | 5.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 3.7 |
| Q1 | 4.1 |
| median | 4.3 |
| Q3 | 4.5 |
| 95-th percentile | 4.8 |
| Maximum | 5.3 |
| Range | 2.8 |
| Interquartile range (IQR) | 0.4 |
Descriptive statistics
| Standard deviation | 0.32654463 |
|---|---|
| Coefficient of variation (CV) | 0.076409362 |
| Kurtosis | 0.66827269 |
| Mean | 4.2736206 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.26895302 |
| Sum | 28658.9 |
| Variance | 0.10663139 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 4.3 | 826 | |
| 4.4 | 824 | |
| 4.2 | 810 | |
| 4.1 | 697 | |
| 4.5 | 679 | |
| 4 | 535 | |
| 4.6 | 515 | |
| 3.9 | 406 | |
| 4.7 | 353 | |
| 3.8 | 274 | 4.0% |
| Other values (18) | 787 |
| Value | Count | Frequency (%) |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| 2.7 | 4 | 0.1% |
| 2.8 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 3.1 | 5 | 0.1% |
| 3.2 | 10 | 0.1% |
| 3.3 | 10 | 0.1% |
| 3.4 | 25 | |
| 3.5 | 56 |
| Value | Count | Frequency (%) |
| 5.3 | 6 | 0.1% |
| 5.2 | 13 | 0.2% |
| 5.1 | 23 | 0.3% |
| 5 | 62 | 0.9% |
| 4.9 | 110 | 1.6% |
| 4.8 | 216 | 3.2% |
| 4.7 | 353 | |
| 4.6 | 515 | |
| 4.5 | 679 | |
| 4.4 | 824 |
bun
Real number (ℝ)
MISSING
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 89 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.917686 |
| Minimum | 1 |
|---|---|
| Maximum | 90 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 9 |
| median | 12 |
| Q3 | 15 |
| 95-th percentile | 22 |
| Maximum | 90 |
| Range | 89 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.7175706 |
|---|---|
| Coefficient of variation (CV) | 0.44261571 |
| Kurtosis | 18.348908 |
| Mean | 12.917686 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 2.8376185 |
| Sum | 86626 |
| Variance | 32.690613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 686 | |
| 11 | 674 | |
| 12 | 608 | 8.9% |
| 9 | 606 | 8.9% |
| 13 | 554 | 8.2% |
| 14 | 493 | 7.3% |
| 8 | 480 | 7.1% |
| 15 | 395 | 5.8% |
| 16 | 327 | 4.8% |
| 7 | 308 | 4.5% |
| Other values (49) | 1575 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 4 | 0.1% |
| 3 | 16 | 0.2% |
| 4 | 32 | 0.5% |
| 5 | 100 | 1.5% |
| 6 | 199 | 2.9% |
| 7 | 308 | |
| 8 | 480 | |
| 9 | 606 | |
| 10 | 686 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 63 | 2 | |
| 61 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 56 | 1 | < 0.1% |
| 55 | 3 | |
| 54 | 2 | |
| 53 | 1 | < 0.1% |
| 51 | 1 | < 0.1% |
SCr
Real number (ℝ)
MISSING
| Distinct | 205 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 89 |
| Missing (%) | 1.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.8786266 |
| Minimum | 0.14 |
|---|---|
| Maximum | 15.66 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 53.2 KiB |
Quantile statistics
| Minimum | 0.14 |
|---|---|
| 5-th percentile | 0.55 |
| Q1 | 0.7 |
| median | 0.83 |
| Q3 | 0.98 |
| 95-th percentile | 1.28 |
| Maximum | 15.66 |
| Range | 15.52 |
| Interquartile range (IQR) | 0.28 |
Descriptive statistics
| Standard deviation | 0.4452377 |
|---|---|
| Coefficient of variation (CV) | 0.50674279 |
| Kurtosis | 314.42887 |
| Mean | 0.8786266 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 13.860214 |
| Sum | 5892.07 |
| Variance | 0.19823661 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.77 | 145 | 2.1% |
| 0.82 | 142 | 2.1% |
| 0.79 | 141 | 2.1% |
| 0.74 | 138 | 2.0% |
| 0.72 | 138 | 2.0% |
| 0.69 | 137 | 2.0% |
| 0.73 | 137 | 2.0% |
| 0.91 | 137 | 2.0% |
| 0.71 | 133 | 2.0% |
| 0.76 | 133 | 2.0% |
| Other values (195) | 5325 |
| Value | Count | Frequency (%) |
| 0.14 | 1 | < 0.1% |
| 0.32 | 1 | < 0.1% |
| 0.34 | 1 | < 0.1% |
| 0.35 | 2 | < 0.1% |
| 0.38 | 2 | < 0.1% |
| 0.39 | 4 | |
| 0.4 | 3 | < 0.1% |
| 0.41 | 8 | |
| 0.42 | 1 | < 0.1% |
| 0.43 | 6 |
| Value | Count | Frequency (%) |
| 15.66 | 1 | |
| 10.98 | 1 | |
| 9.38 | 1 | |
| 9.13 | 1 | |
| 8.51 | 1 | |
| 7.6 | 1 | |
| 7.31 | 1 | |
| 7.15 | 1 | |
| 6.48 | 1 | |
| 6.34 | 1 |
has_diabetes
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 53.2 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 6795 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 6795 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6795 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6795 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 6167 | |
| 1 | 628 | 9.2% |
| age | wt | ht | bmi | leg | arml | armc | waist | tri | sub | gh | albumin | bun | SCr | sex | re | income | tx | dx | has_diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.199 | -0.049 | 0.269 | -0.270 | 0.132 | 0.186 | 0.415 | 0.111 | 0.248 | 0.506 | -0.295 | 0.449 | 0.342 | 0.039 | 0.107 | 0.073 | 0.304 | 0.313 | 0.270 |
| wt | 0.199 | 1.000 | 0.477 | 0.871 | 0.289 | 0.646 | 0.910 | 0.885 | 0.366 | 0.614 | 0.240 | -0.192 | 0.116 | 0.312 | 0.269 | 0.090 | 0.028 | 0.169 | 0.187 | 0.176 |
| ht | -0.049 | 0.477 | 1.000 | 0.022 | 0.759 | 0.794 | 0.269 | 0.191 | -0.302 | -0.060 | -0.068 | 0.232 | 0.064 | 0.464 | 0.650 | 0.139 | 0.053 | 0.034 | 0.031 | 0.033 |
| bmi | 0.269 | 0.871 | 0.022 | 1.000 | -0.075 | 0.312 | 0.896 | 0.917 | 0.612 | 0.763 | 0.324 | -0.345 | 0.104 | 0.111 | 0.096 | 0.080 | 0.038 | 0.217 | 0.235 | 0.211 |
| leg | -0.270 | 0.289 | 0.759 | -0.075 | 1.000 | 0.633 | 0.142 | -0.005 | -0.254 | -0.112 | -0.201 | 0.234 | -0.047 | 0.317 | 0.489 | 0.151 | 0.049 | 0.191 | 0.189 | 0.172 |
| arml | 0.132 | 0.646 | 0.794 | 0.312 | 0.633 | 1.000 | 0.496 | 0.440 | -0.092 | 0.158 | 0.090 | 0.057 | 0.140 | 0.471 | 0.537 | 0.134 | 0.029 | 0.070 | 0.075 | 0.071 |
| armc | 0.186 | 0.910 | 0.269 | 0.896 | 0.142 | 0.496 | 1.000 | 0.838 | 0.477 | 0.666 | 0.254 | -0.219 | 0.103 | 0.246 | 0.191 | 0.087 | 0.017 | 0.162 | 0.182 | 0.174 |
| waist | 0.415 | 0.885 | 0.191 | 0.917 | -0.005 | 0.440 | 0.838 | 1.000 | 0.494 | 0.714 | 0.381 | -0.321 | 0.176 | 0.201 | 0.105 | 0.082 | 0.040 | 0.246 | 0.265 | 0.267 |
| tri | 0.111 | 0.366 | -0.302 | 0.612 | -0.254 | -0.092 | 0.477 | 0.494 | 1.000 | 0.660 | 0.143 | -0.335 | -0.051 | -0.265 | 0.518 | 0.057 | 0.031 | 0.121 | 0.138 | 0.115 |
| sub | 0.248 | 0.614 | -0.060 | 0.763 | -0.112 | 0.158 | 0.666 | 0.714 | 0.660 | 1.000 | 0.257 | -0.269 | 0.046 | -0.009 | 0.172 | 0.073 | 0.033 | 0.156 | 0.184 | 0.177 |
| gh | 0.506 | 0.240 | -0.068 | 0.324 | -0.201 | 0.090 | 0.254 | 0.381 | 0.143 | 0.257 | 1.000 | -0.270 | 0.227 | 0.151 | 0.023 | 0.056 | 0.037 | 0.658 | 0.590 | 0.999 |
| albumin | -0.295 | -0.192 | 0.232 | -0.345 | 0.234 | 0.057 | -0.219 | -0.321 | -0.335 | -0.269 | -0.270 | 1.000 | -0.034 | 0.055 | 0.288 | 0.073 | 0.030 | 0.179 | 0.180 | 0.175 |
| bun | 0.449 | 0.116 | 0.064 | 0.104 | -0.047 | 0.140 | 0.103 | 0.176 | -0.051 | 0.046 | 0.227 | -0.034 | 1.000 | 0.426 | 0.144 | 0.075 | 0.032 | 0.207 | 0.197 | 0.147 |
| SCr | 0.342 | 0.312 | 0.464 | 0.111 | 0.317 | 0.471 | 0.246 | 0.201 | -0.265 | -0.009 | 0.151 | 0.055 | 0.426 | 1.000 | 0.024 | 0.029 | 0.025 | 0.110 | 0.110 | 0.067 |
| sex | 0.039 | 0.269 | 0.650 | 0.096 | 0.489 | 0.537 | 0.191 | 0.105 | 0.518 | 0.172 | 0.023 | 0.288 | 0.144 | 0.024 | 1.000 | 0.007 | 0.060 | 0.000 | 0.000 | 0.022 |
| re | 0.107 | 0.090 | 0.139 | 0.080 | 0.151 | 0.134 | 0.087 | 0.082 | 0.057 | 0.073 | 0.056 | 0.073 | 0.075 | 0.029 | 0.007 | 1.000 | 0.113 | 0.051 | 0.033 | 0.062 |
| income | 0.073 | 0.028 | 0.053 | 0.038 | 0.049 | 0.029 | 0.017 | 0.040 | 0.031 | 0.033 | 0.037 | 0.030 | 0.032 | 0.025 | 0.060 | 0.113 | 1.000 | 0.068 | 0.071 | 0.075 |
| tx | 0.304 | 0.169 | 0.034 | 0.217 | 0.191 | 0.070 | 0.162 | 0.246 | 0.121 | 0.156 | 0.658 | 0.179 | 0.207 | 0.110 | 0.000 | 0.051 | 0.068 | 1.000 | 0.780 | 0.651 |
| dx | 0.313 | 0.187 | 0.031 | 0.235 | 0.189 | 0.075 | 0.182 | 0.265 | 0.138 | 0.184 | 0.590 | 0.180 | 0.197 | 0.110 | 0.000 | 0.033 | 0.071 | 0.780 | 1.000 | 0.582 |
| has_diabetes | 0.270 | 0.176 | 0.033 | 0.211 | 0.172 | 0.071 | 0.174 | 0.267 | 0.115 | 0.177 | 0.999 | 0.175 | 0.147 | 0.067 | 0.022 | 0.062 | 0.075 | 0.651 | 0.582 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| sex | age | re | income | tx | dx | wt | ht | bmi | leg | arml | armc | waist | tri | sub | gh | albumin | bun | SCr | has_diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | male | 34.166667 | Non-Hispanic White | [25000,35000) | 0 | 0 | 87.4 | 164.7 | 32.22 | 41.5 | 40.0 | 36.4 | 100.4 | 16.4 | 24.9 | 5.2 | 4.8 | 6.0 | 0.94 | 0 |
| 1 | male | 16.833333 | Non-Hispanic Black | [45000,55000) | 0 | 0 | 72.3 | 181.3 | 22.00 | 42.0 | 39.5 | 26.6 | 74.7 | 10.2 | 10.5 | 5.7 | 4.6 | 9.0 | 0.89 | 0 |
| 2 | female | 60.166667 | Non-Hispanic Black | [10000,15000) | 1 | 1 | 116.8 | 166.0 | 42.39 | 35.3 | 39.0 | 42.2 | 118.2 | 29.6 | 35.6 | 6.0 | 3.9 | 10.0 | 1.11 | 0 |
| 3 | male | 26.083333 | Mexican American | [25000,35000) | 0 | 0 | 97.6 | 173.0 | 32.61 | 41.7 | 38.7 | 37.0 | 103.7 | 19.0 | 23.2 | 5.1 | 4.2 | 8.0 | 0.80 | 0 |
| 4 | female | 49.666667 | Non-Hispanic White | [35000,45000) | 0 | 0 | 86.7 | 168.4 | 30.57 | 37.5 | 36.1 | 33.3 | 107.8 | 30.3 | 28.0 | 5.3 | 4.3 | 13.0 | 0.79 | 0 |
| 5 | male | 80.000000 | Non-Hispanic White | [15000,20000) | 0 | 1 | 79.1 | 174.3 | 26.04 | 42.8 | 40.0 | 30.2 | 91.1 | 8.6 | 15.2 | 5.4 | 4.3 | 16.0 | 0.83 | 0 |
| 6 | male | 80.000000 | Non-Hispanic White | [15000,20000) | 1 | 1 | 89.6 | 180.1 | 27.62 | 43.0 | 41.7 | 33.3 | 113.7 | 19.4 | 26.2 | 6.8 | 4.3 | 16.0 | 0.90 | 1 |
| 7 | male | 17.416667 | Other Hispanic | [10000,15000) | 0 | 0 | 74.7 | 169.6 | 25.97 | 39.8 | 38.1 | 33.4 | 86.0 | 12.4 | 15.0 | 5.1 | 4.7 | 11.0 | 1.00 | 0 |
| 8 | male | 13.000000 | Non-Hispanic Black | [75000,100000) | 0 | 0 | 40.6 | 156.4 | 16.60 | 39.2 | 33.4 | 23.0 | 63.6 | 13.8 | 7.6 | 5.6 | 4.3 | 10.0 | 0.46 | 0 |
| 9 | female | 43.000000 | Non-Hispanic Black | [35000,45000) | 1 | 1 | 107.7 | 164.3 | 39.90 | 32.7 | 36.5 | 39.6 | 129.8 | 27.0 | NaN | 11.0 | 3.6 | 16.0 | 2.54 | 1 |
| sex | age | re | income | tx | dx | wt | ht | bmi | leg | arml | armc | waist | tri | sub | gh | albumin | bun | SCr | has_diabetes | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 6785 | male | 43.666667 | Non-Hispanic White | [25000,35000) | 0 | 0 | 91.2 | 177.9 | 28.82 | 42.2 | 38.4 | 36.3 | 105.4 | 15.6 | 19.2 | 5.6 | 3.8 | 14.0 | 1.08 | 0 |
| 6786 | female | 16.333333 | Other Race Including Multi-Racial | >= 100000 | 0 | 0 | 67.9 | 165.2 | 24.88 | 35.4 | 36.0 | 29.9 | 78.9 | 19.0 | 20.8 | 5.5 | 4.2 | 12.0 | 0.79 | 0 |
| 6787 | female | 12.666667 | Non-Hispanic Black | [25000,35000) | 0 | 0 | 75.7 | 159.3 | 29.83 | 40.4 | 36.0 | 34.0 | 95.6 | 31.0 | 29.8 | 5.9 | 3.8 | 5.0 | 0.66 | 0 |
| 6788 | male | 52.250000 | Non-Hispanic Black | [15000,20000) | 0 | 0 | 143.6 | 179.0 | 44.82 | 39.2 | 40.2 | 47.4 | 143.5 | 34.0 | 26.4 | 5.6 | 4.2 | 14.0 | 1.01 | 0 |
| 6789 | male | 24.333333 | Non-Hispanic Black | >= 100000 | 0 | 0 | 75.1 | 171.7 | 25.47 | 40.2 | 39.5 | 32.6 | 80.6 | 10.0 | 9.2 | 5.8 | 4.5 | 15.0 | 1.12 | 0 |
| 6790 | male | 33.000000 | Mexican American | [35000,45000) | 0 | 0 | 94.3 | 163.5 | 35.28 | 34.4 | 34.7 | 35.5 | 112.3 | 20.2 | NaN | 5.4 | 4.1 | 10.0 | 0.97 | 0 |
| 6791 | female | 48.916667 | Non-Hispanic White | [0,5000) | 0 | 1 | 87.1 | 156.9 | 35.38 | 33.9 | 34.5 | 37.0 | 99.4 | 28.6 | 25.4 | 5.5 | 4.1 | 7.0 | 0.89 | 0 |
| 6792 | male | 27.500000 | Other Hispanic | [35000,45000) | 0 | 0 | 57.0 | 164.3 | 21.12 | 35.3 | 33.7 | 29.6 | 73.2 | 4.2 | 6.8 | 5.6 | 4.5 | 11.0 | 0.94 | 0 |
| 6793 | male | 75.750000 | Non-Hispanic Black | [10000,15000) | 0 | 0 | 75.1 | 162.7 | 28.37 | 38.6 | 36.8 | 31.2 | 104.0 | 19.8 | 21.1 | 5.4 | 4.0 | 19.0 | 1.34 | 0 |
| 6794 | female | 63.583333 | Other Hispanic | NaN | 1 | 1 | 71.3 | 157.3 | 28.82 | 31.4 | 33.0 | 30.9 | 102.1 | 20.1 | 19.7 | 6.7 | 4.3 | 15.0 | 0.63 | 1 |